Evidence map›Paper›PMID 41502779›Full record

ArticleOne health (Amsterdam, Netherlands)2026

Modeling the impact of anthrax vaccination on buffalo outbreak dynamics in northern Vietnam.

Francisca Javiera Rudolph, Tan Minh Luong, Thai My Do, Van Binh Trinh, Ba Uyen Pham, Minh Dat Hoang, Anh Hung Pham, Van Truong Lu, Van Khang Pham, Thanh Long Pham and 6 more

Abstract read
In one paragraph

Article in One health (Amsterdam, Netherlands), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

16 authors.

Francisca Javiera RudolphSpatial Epidemiology and Ecology Research Laboratory (SEER Lab), Department of Geography, University of Florida, Gainesville, Florida, United States.
Tan Minh LuongSpatial Epidemiology and Ecology Research Laboratory (SEER Lab), Department of Geography, University of Florida, Gainesville, Florida, United States.
Thai My DoDien Bien Provincial Sub-Department of Animal Health, Dien Bien Phu, Dien Bien, Viet Nam.
Van Binh TrinhHa Giang Provincial Sub-Department of Husbandry and Animal Health, Ha Giang, Ha Giang, Viet Nam.
Ba Uyen PhamLao Cai Provincial Sub-Department of Animal Husbandry and Animal Health, Lao Cai, Lao Cai Province, Viet Nam.
Minh Dat HoangCao Bang Provincial Sub-Department of Plantation and Animal Husbandry, Cao Bang, Cao Bang, Viet Nam.
Anh Hung PhamLai Chau Provincial Sub-Department of Husbandry and Animal Health, Lai Chau, Lai Chau, Viet Nam.
Van Truong LuSon La Provincial Sub-Department of Husbandry, Animal Health and Fishery, Son La City, Son La, Viet Nam.
Van Khang PhamNational Institute of Hygiene and Epidemiology, Hanoi, Viet Nam.
Thanh Long PhamDepartment of Animal Health, Ministry of Agriculture and Rural Development, Hanoi, Viet Nam.
Quang Thai PhamNational Institute of Hygiene and Epidemiology, Hanoi, Viet Nam.
Thi Thu Ha HoangNational Institute of Hygiene and Epidemiology, Hanoi, Viet Nam.
Thi Mai Hung TranNational Institute of Hygiene and Epidemiology, Hanoi, Viet Nam.
Juan Pablo GomezDepartment of Chemistry and Biology, Universidad del Norte, Barranquilla, Colombia.
José Miguel PoncianoDepartment of Biology, University of Florida, Gainesville, Florida, United States.
Jason K BlackburnSpatial Epidemiology and Ecology Research Laboratory (SEER Lab), Department of Geography, University of Florida, Gainesville, Florida, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

A widespread and underreported zoonosis, anthrax is a severe infectious disease of significant public health concern for humans, livestock, and wildlife. In this study, we used historical data from 1991 to 2020 from northern Vietnam and a simulation model to investigate the effects of different vaccination strategies on livestock outbreaks. We developed a novel approach combining semi-synthetic data generation and a sliding windows model fitting routine to estimate disease transmission parameters from surveillance data and address the temporal mismatch between pathogen transmission dynamics and disease reporting. Results showed that vaccination leads to a significant reduction in buffalo mortality, with reactive and increasing vaccination campaigns having the largest impact in reducing outbreak size. Reactive and decreasing vaccination campaigns initially controlled outbreaks, but mortality increased as soon as vaccination ceased, highlighting the need for sustained, long-term vaccination. In scenarios where populations had high natural immunity, the impact of vaccination was less pronounced, though still evident, suggesting that prioritizing vaccination efforts for more susceptible populations may provide a greater return on investment in outbreak prevention and control. Simulation models can offer valuable insights into vaccination and control strategies, providing tools to compare and evaluate potential outbreak scenarios. Our findings underscore the value of mathematical and simulation approaches to overcome data challenges and underreporting in global disease management for anthrax and other neglected diseases. We highlight the importance of continued investment in surveillance and modeling efforts, while providing a practical approach to optimize the use of existing data in Vietnam and similar settings.

Indexed as

AnthraxModelingOne healthSimulation modelsVaccinationVietnam

Identifiers

PMID41502779
PMCPMC12769850

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LicenceCC BY
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.